语言大模型 / LLM

MOFGPT: Generative Design of Metal-Organic Frameworks using Language Models

Srivathsan Badrinarayanan, Rishikesh Magar, Akshay Antony, Radheesh Sharma Meda, Amir Barati Farimani

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.AI、cs.LG

Comments 21 pages, 3 figures (in main text, without references)

Context-Robust Knowledge Editing for Language Models

Haewon Park, Gyubin Choi, Minjun Kim, Yohan Jo

机构 * Graduate School of Data Science, Seoul National University（首尔国立大学数据科学研究生院） ； School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology（全州科学技术院电子工程与计算机科学学院） 纠错

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Comments ACL 2025 Findings. Our code and datasets are available at https://github.com/holi-lab/CoRE

The Hidden Dimensions of LLM Alignment: A Multi-Dimensional Analysis of Orthogonal Safety Directions

Wenbo Pan, Zhichao Liu, Qiguang Chen, Xiangyang Zhou, Haining Yu, Xiaohua Jia

机构 * Wenbo Pan（温波 Pan） ； Zhichao Liu（刘志超 Liu） ； Qiguang Chen（陈启广 Chen） ； Xiangyang Zhou（周祥阳 Zhou） ； Haining Yu（于航 Yu） ； Xiaohua Jia（贾小华 Jia） 纠错

专题命中 知识编辑与模型理解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Code and artifacts: https://github.com/BMPixel/safety-residual-space Accepted by ICML 2025

REACT: Representation Extraction And Controllable Tuning to Overcome Overfitting in LLM Knowledge Editing

Haitian Zhong, Yuhuan Liu, Ziyang Xu, Guofan Liu, Qiang Liu, Shu Wu, Zhe Zhao, Liang Wang, Tieniu Tan

机构 * NLPR, MAIS, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所国家信息处理实验室、人工智能研究所） ； Cuiying Honors College, Lanzhou University（兰州大学萃英荣誉学院） ； Department of Mathematics, The Chinese University of Hong Kong（香港中文大学数学系） ； Tencent（腾讯） 纠错

专题命中 知识编辑与模型理解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 15 pages, 4 figures

Estimating LLM Uncertainty with Evidence

Huan Ma, Jingdong Chen, Joey Tianyi Zhou, Guangyu Wang, Changqing Zhang

机构 * Tianjin University（天津大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； A*STAR（新加坡科技研究局） 纠错

专题命中 知识编辑与模型理解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

The Illusion of Role Separation: Hidden Shortcuts in LLM Role Learning (and How to Fix Them)

Zihao Wang, Yibo Jiang, Jiahao Yu, Heqing Huang

机构 * Zihao Wang（独立研究者） 纠错

专题命中 知识编辑与模型理解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

LangVAE and LangSpace: Building and Probing for Language Model VAEs

Danilo S. Carvalho, Yingji Zhang, Harriet Unsworth, André Freitas

机构 * National Biomarker Centre, CRUK-MI, University of Manchester, United Kingdom（国家生物标志物中心、CRUK-MI、曼彻斯特大学、英国） ； Department of Computer Science, University of Manchester, United Kingdom（计算机科学系、曼彻斯特大学、英国） ； Idiap Research Institute, Switzerland（Idiap研究机构、瑞士） 纠错

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Black-Box Visual Prompt Engineering for Mitigating Object Hallucination in Large Vision Language Models

Sangmin Woo, Kang Zhou, Yun Zhou, Shuai Wang, Sheng Guan, Haibo Ding, Lin Lee Cheong

专题命中 知识编辑与模型理解 ：language model(title,abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments NAACL 2025

AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models

Junfeng Fang, Houcheng Jiang, Kun Wang, Yunshan Ma, Shi Jie, Xiang Wang, Xiangnan He, Tat-seng Chua

机构 * University of Science and Technology of China（中国科学技术大学） ； National University of Singapore（新加坡国立大学） 纠错

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Journal ref 13th International Conference on Learning Representations (ICLR 2025 Oral)

Deceptive Automated Interpretability: Language Models Coordinating to Fool Oversight Systems

Simon Lermen, Mateusz Dziemian, Natalia Pérez-Campanero Antolín

专题命中 知识编辑与模型理解 ：language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

PAYADOR: A Minimalist Approach to Grounding Language Models on Structured Data for Interactive Storytelling and Role-playing Games

Santiago Góngora, Luis Chiruzzo, Gonzalo Méndez, Pablo Gervás

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Comments Presented at the 15th International Conference on Computational Creativity (ICCC'24)

Journal ref Proceedings of the Fifteenth International Conference on Computational Creativity (2024) 101-106

The Zero Body Problem: Probing LLM Use of Sensory Language

Rebecca M. M. Hicke, Sil Hamilton, David Mimno

专题命中 知识编辑与模型理解 ：LLM(title)；language model(abstract)；instruction tuning(abstract)；分类 cs.CL、cs.LG

Why Representation Engineering Works: A Theoretical and Empirical Study in Vision-Language Models

Bowei Tian, Xuntao Lyu, Meng Liu, Hongyi Wang, Ang Li

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.AI、cs.LG

PARIC: Probabilistic Attention Regularization for Language Guided Image Classification from Pre-trained Vison Language Models

Mayank Nautiyal, Stela Arranz Gheorghe, Kristiana Stefa, Li Ju, Ida-Maria Sintorn, Prashant Singh

专题命中 知识编辑与模型理解 ：language model(title,abstract)；foundation model(abstract)；分类 cs.AI、cs.LG

When an LLM is apprehensive about its answers -- and when its uncertainty is justified

Petr Sychev, Andrey Goncharov, Daniil Vyazhev, Edvard Khalafyan, Alexey Zaytsev

专题命中 知识编辑与模型理解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

K-Edit: Language Model Editing with Contextual Knowledge Awareness

Elan Markowitz, Anil Ramakrishna, Ninareh Mehrabi, Charith Peris, Rahul Gupta, Kai-Wei Chang, Aram Galstyan

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.AI、cs.LG

Improving Neuron-level Interpretability with White-box Language Models

Hao Bai, Yi Ma

专题命中 知识编辑与模型理解 ：language model(title,abstract)；foundation model(abstract)；分类 cs.CL、cs.LG

Comments CPAL 2025 camera-ready version. Selected as Oral

Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation

Hieu Nguyen, Zihao He, Shoumik Atul Gandre, Ujjwal Pasupulety, Sharanya Kumari Shivakumar, Kristina Lerman

专题命中 知识编辑与模型理解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models

Sina Tayebati, Divake Kumar, Nastaran Darabi, Dinithi Jayasuriya, Ranganath Krishnan, Amit Ranjan Trivedi

专题命中 知识编辑与模型理解 ：language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

Importing Phantoms: Measuring LLM Package Hallucination Vulnerabilities

Arjun Krishna, Erick Galinkin, Leon Derczynski, Jeffrey Martin

专题命中 知识编辑与模型理解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Egalitarian Language Representation in Language Models: It All Begins with Tokenizers

Menan Velayuthan, Kengatharaiyer Sarveswaran

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Comments Content - 8 pages, References - 3 pages

Regulation of Language Models With Interpretability Will Likely Result In A Performance Trade-Off

Eoin M. Kenny, Julie A. Shah

专题命中 知识编辑与模型理解 ：language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

If CLIP Could Talk: Understanding Vision-Language Model Representations Through Their Preferred Concept Descriptions

Reza Esfandiarpoor, Cristina Menghini, Stephen H. Bach

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.LG

Comments EMNLP 2024

Meta-Models: An Architecture for Decoding LLM Behaviors Through Interpreted Embeddings and Natural Language

Anthony Costarelli, Mat Allen, Severin Field

专题命中 知识编辑与模型理解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 11 pages, 2 figures

Learning and Unlearning of Fabricated Knowledge in Language Models

Chen Sun, Nolan Andrew Miller, Andrey Zhmoginov, Max Vladymyrov, Mark Sandler

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Journal ref ICML 2024 Workshop on Mechanistic Interpretability

Language Models as Semiotic Machines: Reconceptualizing AI Language Systems through Structuralist and Post-Structuralist Theories of Language

Elad Vromen

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Comments 18 pages, 2 figures

The Same But Different: Structural Similarities and Differences in Multilingual Language Modeling

Ruochen Zhang, Qinan Yu, Matianyu Zang, Carsten Eickhoff, Ellie Pavlick

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Mitigating the Language Mismatch and Repetition Issues in LLM-based Machine Translation via Model Editing

Weichuan Wang, Zhaoyi Li, Defu Lian, Chen Ma, Linqi Song, Ying Wei

专题命中 知识编辑与模型理解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments 20 pages, EMNLP'2024 Main Conference

Better Call SAUL: Fluent and Consistent Language Model Editing with Generation Regularization

Mingyang Wang, Lukas Lange, Heike Adel, Jannik Strötgen, Hinrich Schütze

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.LG

Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Arslan Chaudhry, Sridhar Thiagarajan, Dilan Gorur

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.LG